Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 86.1 KiB |
| Average record size in memory | 88.1 B |
Variable types
| NUM | 10 |
|---|---|
| BOOL | 1 |
X0 has unique values | Unique |
X1 has unique values | Unique |
X2 has unique values | Unique |
X3 has unique values | Unique |
X4 has unique values | Unique |
X5 has unique values | Unique |
X6 has unique values | Unique |
X7 has unique values | Unique |
X8 has unique values | Unique |
X9 has unique values | Unique |
Reproduction
| Analysis started | 2020-12-15 20:04:57.174195 |
|---|---|
| Analysis finished | 2020-12-15 20:05:20.846775 |
| Duration | 23.67 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.03307974084 |
|---|---|
| Minimum | -3.839985809 |
| Maximum | 3.201792641 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.839985809 |
|---|---|
| 5-th percentile | -1.707186948 |
| Q1 | -0.7120824422 |
| median | -0.01510937921 |
| Q3 | 0.5912908356 |
| 95-th percentile | 1.658395949 |
| Maximum | 3.201792641 |
| Range | 7.04177845 |
| Interquartile range (IQR) | 1.303373278 |
Descriptive statistics
| Standard deviation | 1.021897108 |
|---|---|
| Coefficient of variation (CV) | -30.8919321 |
| Kurtosis | 0.1712298219 |
| Mean | -0.03307974084 |
| Median Absolute Deviation (MAD) | 0.6480965717 |
| Skewness | -0.06835959853 |
| Sum | -33.07974084 |
| Variance | 1.044273699 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.165385651 | 1 | 0.1% | |
| 0.3607212251 | 1 | 0.1% | |
| 1.752522432 | 1 | 0.1% | |
| -0.8559135299 | 1 | 0.1% | |
| -0.9429058224 | 1 | 0.1% | |
| 0.3791250291 | 1 | 0.1% | |
| 0.07196806716 | 1 | 0.1% | |
| -0.6333499636 | 1 | 0.1% | |
| -0.5068405257 | 1 | 0.1% | |
| 0.2122546087 | 1 | 0.1% | |
| 0.4936344752 | 1 | 0.1% | |
| 0.779738107 | 1 | 0.1% | |
| 0.9285988875 | 1 | 0.1% | |
| -0.852455599 | 1 | 0.1% | |
| -0.7698135282 | 1 | 0.1% | |
| -0.1811777563 | 1 | 0.1% | |
| 0.5737482694 | 1 | 0.1% | |
| 0.1144443015 | 1 | 0.1% | |
| -0.1750004079 | 1 | 0.1% | |
| 0.5524089494 | 1 | 0.1% | |
| 0.5939015924 | 1 | 0.1% | |
| 2.192387494 | 1 | 0.1% | |
| 0.8677352504 | 1 | 0.1% | |
| 0.000970688266 | 1 | 0.1% | |
| -0.8812029922 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.839985809 | 1 | 0.1% | |
| -3.503914984 | 1 | 0.1% | |
| -2.882562614 | 1 | 0.1% | |
| -2.850934382 | 1 | 0.1% | |
| -2.847874073 | 1 | 0.1% | |
| -2.797779736 | 1 | 0.1% | |
| -2.615051452 | 1 | 0.1% | |
| -2.609307247 | 1 | 0.1% | |
| -2.530720465 | 1 | 0.1% | |
| -2.508461186 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.201792641 | 1 | 0.1% | |
| 3.184929717 | 1 | 0.1% | |
| 2.81491801 | 1 | 0.1% | |
| 2.593709687 | 1 | 0.1% | |
| 2.517864699 | 1 | 0.1% | |
| 2.478351077 | 1 | 0.1% | |
| 2.411184908 | 1 | 0.1% | |
| 2.362424102 | 1 | 0.1% | |
| 2.353113422 | 1 | 0.1% | |
| 2.280171155 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.003910785122 |
|---|---|
| Minimum | -3.012088554 |
| Maximum | 3.032491837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.012088554 |
|---|---|
| 5-th percentile | -1.59925116 |
| Q1 | -0.6678383336 |
| median | -0.007053760341 |
| Q3 | 0.6914193622 |
| 95-th percentile | 1.690815674 |
| Maximum | 3.032491837 |
| Range | 6.044580391 |
| Interquartile range (IQR) | 1.359257696 |
Descriptive statistics
| Standard deviation | 1.009275895 |
|---|---|
| Coefficient of variation (CV) | 258.0750063 |
| Kurtosis | -0.009928368221 |
| Mean | 0.003910785122 |
| Median Absolute Deviation (MAD) | 0.6807089878 |
| Skewness | 0.05301036227 |
| Sum | 3.910785122 |
| Variance | 1.018637832 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.7887860614 | 1 | 0.1% | |
| 0.1703134126 | 1 | 0.1% | |
| -1.101013059 | 1 | 0.1% | |
| -1.031615255 | 1 | 0.1% | |
| -0.1270192315 | 1 | 0.1% | |
| -0.1536652189 | 1 | 0.1% | |
| -0.9117232548 | 1 | 0.1% | |
| 0.2699830989 | 1 | 0.1% | |
| -0.1633749415 | 1 | 0.1% | |
| 0.04770321812 | 1 | 0.1% | |
| 0.7945200907 | 1 | 0.1% | |
| 0.5249073278 | 1 | 0.1% | |
| -1.50847912 | 1 | 0.1% | |
| 0.8667198301 | 1 | 0.1% | |
| 0.01406616089 | 1 | 0.1% | |
| 1.615398116 | 1 | 0.1% | |
| -1.116069854 | 1 | 0.1% | |
| 0.2785801646 | 1 | 0.1% | |
| -0.3456197894 | 1 | 0.1% | |
| -1.559087995 | 1 | 0.1% | |
| 0.3661202153 | 1 | 0.1% | |
| 0.9009978386 | 1 | 0.1% | |
| 0.344231425 | 1 | 0.1% | |
| -0.3034417505 | 1 | 0.1% | |
| 1.056338173 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.012088554 | 1 | 0.1% | |
| -2.685890732 | 1 | 0.1% | |
| -2.65853543 | 1 | 0.1% | |
| -2.648579822 | 1 | 0.1% | |
| -2.623157822 | 1 | 0.1% | |
| -2.598413583 | 1 | 0.1% | |
| -2.555918037 | 1 | 0.1% | |
| -2.543209147 | 1 | 0.1% | |
| -2.535283037 | 1 | 0.1% | |
| -2.513703565 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.032491837 | 1 | 0.1% | |
| 3.004679115 | 1 | 0.1% | |
| 2.915332292 | 1 | 0.1% | |
| 2.817831851 | 1 | 0.1% | |
| 2.784718143 | 1 | 0.1% | |
| 2.678369339 | 1 | 0.1% | |
| 2.584208607 | 1 | 0.1% | |
| 2.547302033 | 1 | 0.1% | |
| 2.482645371 | 1 | 0.1% | |
| 2.416178021 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04033313698 |
|---|---|
| Minimum | -3.534321298 |
| Maximum | 3.688817836 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.534321298 |
|---|---|
| 5-th percentile | -1.619695933 |
| Q1 | -0.6095983974 |
| median | 0.02511581097 |
| Q3 | 0.7374471485 |
| 95-th percentile | 1.6444159 |
| Maximum | 3.688817836 |
| Range | 7.223139134 |
| Interquartile range (IQR) | 1.347045546 |
Descriptive statistics
| Standard deviation | 0.9931912128 |
|---|---|
| Coefficient of variation (CV) | 24.62469541 |
| Kurtosis | 0.04668772674 |
| Mean | 0.04033313698 |
| Median Absolute Deviation (MAD) | 0.6739611839 |
| Skewness | -0.0535143756 |
| Sum | 40.33313698 |
| Variance | 0.9864287852 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.4544122812 | 1 | 0.1% | |
| -0.3007901827 | 1 | 0.1% | |
| 0.5857590106 | 1 | 0.1% | |
| -1.868603824 | 1 | 0.1% | |
| 0.453275579 | 1 | 0.1% | |
| -1.450510831 | 1 | 0.1% | |
| 0.3053428567 | 1 | 0.1% | |
| 1.497534268 | 1 | 0.1% | |
| -0.295559421 | 1 | 0.1% | |
| -0.6660229993 | 1 | 0.1% | |
| -0.1428751062 | 1 | 0.1% | |
| -1.439162573 | 1 | 0.1% | |
| 0.5563695594 | 1 | 0.1% | |
| 0.5533017018 | 1 | 0.1% | |
| 0.02283550473 | 1 | 0.1% | |
| -0.673133986 | 1 | 0.1% | |
| -1.403492838 | 1 | 0.1% | |
| -0.4683427157 | 1 | 0.1% | |
| -0.9847677918 | 1 | 0.1% | |
| -0.8299246035 | 1 | 0.1% | |
| -0.3798789146 | 1 | 0.1% | |
| -0.5150041161 | 1 | 0.1% | |
| -0.6292355976 | 1 | 0.1% | |
| 0.6487140489 | 1 | 0.1% | |
| -0.8653461147 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.534321298 | 1 | 0.1% | |
| -3.33589618 | 1 | 0.1% | |
| -2.80620824 | 1 | 0.1% | |
| -2.774888458 | 1 | 0.1% | |
| -2.702417395 | 1 | 0.1% | |
| -2.392412697 | 1 | 0.1% | |
| -2.368370182 | 1 | 0.1% | |
| -2.359104975 | 1 | 0.1% | |
| -2.345367493 | 1 | 0.1% | |
| -2.312773953 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.688817836 | 1 | 0.1% | |
| 2.721735608 | 1 | 0.1% | |
| 2.612872109 | 1 | 0.1% | |
| 2.506578582 | 1 | 0.1% | |
| 2.438178629 | 1 | 0.1% | |
| 2.408362623 | 1 | 0.1% | |
| 2.389349573 | 1 | 0.1% | |
| 2.379919375 | 1 | 0.1% | |
| 2.362540869 | 1 | 0.1% | |
| 2.344901026 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09457988548 |
|---|---|
| Minimum | -3.539512099 |
| Maximum | 3.261001838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.539512099 |
|---|---|
| 5-th percentile | -1.470561183 |
| Q1 | -0.6001637688 |
| median | 0.0625476073 |
| Q3 | 0.7671018207 |
| 95-th percentile | 1.763999848 |
| Maximum | 3.261001838 |
| Range | 6.800513937 |
| Interquartile range (IQR) | 1.36726559 |
Descriptive statistics
| Standard deviation | 1.004737182 |
|---|---|
| Coefficient of variation (CV) | 10.62315922 |
| Kurtosis | -0.0302015733 |
| Mean | 0.09457988548 |
| Median Absolute Deviation (MAD) | 0.6902341788 |
| Skewness | 0.04884531418 |
| Sum | 94.57988548 |
| Variance | 1.009496805 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.64473539 | 1 | 0.1% | |
| 0.656025472 | 1 | 0.1% | |
| 0.3988956914 | 1 | 0.1% | |
| -1.342151796 | 1 | 0.1% | |
| -0.6451176426 | 1 | 0.1% | |
| -0.03969740321 | 1 | 0.1% | |
| 0.0809329323 | 1 | 0.1% | |
| 0.947288718 | 1 | 0.1% | |
| -0.33170244 | 1 | 0.1% | |
| -2.318559394 | 1 | 0.1% | |
| -0.9443528305 | 1 | 0.1% | |
| 1.824155646 | 1 | 0.1% | |
| -1.514214633 | 1 | 0.1% | |
| 1.193191009 | 1 | 0.1% | |
| 0.2274169127 | 1 | 0.1% | |
| 0.3046632445 | 1 | 0.1% | |
| -1.055714073 | 1 | 0.1% | |
| 0.5414322366 | 1 | 0.1% | |
| 0.9434890191 | 1 | 0.1% | |
| 0.6032660478 | 1 | 0.1% | |
| 0.1827062358 | 1 | 0.1% | |
| -0.05021172534 | 1 | 0.1% | |
| 0.5311142628 | 1 | 0.1% | |
| -0.8966381366 | 1 | 0.1% | |
| -0.0391848194 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.539512099 | 1 | 0.1% | |
| -2.819306081 | 1 | 0.1% | |
| -2.807459435 | 1 | 0.1% | |
| -2.749429268 | 1 | 0.1% | |
| -2.583829045 | 1 | 0.1% | |
| -2.550757746 | 1 | 0.1% | |
| -2.502834356 | 1 | 0.1% | |
| -2.377809463 | 1 | 0.1% | |
| -2.34715883 | 1 | 0.1% | |
| -2.318559394 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.261001838 | 1 | 0.1% | |
| 2.963206781 | 1 | 0.1% | |
| 2.875974565 | 1 | 0.1% | |
| 2.855203851 | 1 | 0.1% | |
| 2.78336469 | 1 | 0.1% | |
| 2.650228875 | 1 | 0.1% | |
| 2.59737512 | 1 | 0.1% | |
| 2.584419275 | 1 | 0.1% | |
| 2.508590357 | 1 | 0.1% | |
| 2.475294202 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.01640179091 |
|---|---|
| Minimum | -3.300360909 |
| Maximum | 3.201318936 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.300360909 |
|---|---|
| 5-th percentile | -1.667322303 |
| Q1 | -0.668657903 |
| median | -0.02186816787 |
| Q3 | 0.6335325656 |
| 95-th percentile | 1.599178756 |
| Maximum | 3.201318936 |
| Range | 6.501679845 |
| Interquartile range (IQR) | 1.302190469 |
Descriptive statistics
| Standard deviation | 0.989091519 |
|---|---|
| Coefficient of variation (CV) | -60.30387319 |
| Kurtosis | -0.006565746804 |
| Mean | -0.01640179091 |
| Median Absolute Deviation (MAD) | 0.6546579346 |
| Skewness | -0.02078554096 |
| Sum | -16.40179091 |
| Variance | 0.978302033 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.219059186 | 1 | 0.1% | |
| -0.5175881466 | 1 | 0.1% | |
| 0.7506041349 | 1 | 0.1% | |
| 0.5745792431 | 1 | 0.1% | |
| -1.880537376 | 1 | 0.1% | |
| -0.4453706251 | 1 | 0.1% | |
| -0.3700099377 | 1 | 0.1% | |
| -0.1622783485 | 1 | 0.1% | |
| 1.598954429 | 1 | 0.1% | |
| -1.899831252 | 1 | 0.1% | |
| -1.718773783 | 1 | 0.1% | |
| 0.2697661148 | 1 | 0.1% | |
| 0.07026369237 | 1 | 0.1% | |
| 0.2082973266 | 1 | 0.1% | |
| 0.192989521 | 1 | 0.1% | |
| -0.4435956786 | 1 | 0.1% | |
| -0.6652452015 | 1 | 0.1% | |
| -0.1468261989 | 1 | 0.1% | |
| 1.292468794 | 1 | 0.1% | |
| 1.851840365 | 1 | 0.1% | |
| -0.4871657213 | 1 | 0.1% | |
| 1.387305571 | 1 | 0.1% | |
| 0.4644106238 | 1 | 0.1% | |
| 1.065667246 | 1 | 0.1% | |
| 1.003636653 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.300360909 | 1 | 0.1% | |
| -3.150725353 | 1 | 0.1% | |
| -3.058189888 | 1 | 0.1% | |
| -2.975154884 | 1 | 0.1% | |
| -2.642518585 | 1 | 0.1% | |
| -2.612082752 | 1 | 0.1% | |
| -2.568610799 | 1 | 0.1% | |
| -2.410548232 | 1 | 0.1% | |
| -2.382547372 | 1 | 0.1% | |
| -2.205433207 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.201318936 | 1 | 0.1% | |
| 2.761588299 | 1 | 0.1% | |
| 2.740797116 | 1 | 0.1% | |
| 2.581446752 | 1 | 0.1% | |
| 2.572777529 | 1 | 0.1% | |
| 2.440561877 | 1 | 0.1% | |
| 2.368496903 | 1 | 0.1% | |
| 2.3528675 | 1 | 0.1% | |
| 2.340211361 | 1 | 0.1% | |
| 2.264809956 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0005870046366 |
|---|---|
| Minimum | -3.652422252 |
| Maximum | 3.087427858 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.652422252 |
|---|---|
| 5-th percentile | -1.597134376 |
| Q1 | -0.6287147758 |
| median | 0.02262491454 |
| Q3 | 0.6512277644 |
| 95-th percentile | 1.495778605 |
| Maximum | 3.087427858 |
| Range | 6.73985011 |
| Interquartile range (IQR) | 1.27994254 |
Descriptive statistics
| Standard deviation | 0.959755479 |
|---|---|
| Coefficient of variation (CV) | 1635.004937 |
| Kurtosis | 0.1131051811 |
| Mean | 0.0005870046366 |
| Median Absolute Deviation (MAD) | 0.6459339571 |
| Skewness | -0.0980831739 |
| Sum | 0.5870046366 |
| Variance | 0.9211305795 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -1.434092775 | 1 | 0.1% | |
| 0.0567227258 | 1 | 0.1% | |
| 0.5177026114 | 1 | 0.1% | |
| 0.5686157711 | 1 | 0.1% | |
| -2.040569535 | 1 | 0.1% | |
| 0.8694765078 | 1 | 0.1% | |
| -2.216526755 | 1 | 0.1% | |
| 0.2290044539 | 1 | 0.1% | |
| 0.05702438061 | 1 | 0.1% | |
| 0.5177158033 | 1 | 0.1% | |
| -0.05570290818 | 1 | 0.1% | |
| -0.1456304312 | 1 | 0.1% | |
| -0.1833929168 | 1 | 0.1% | |
| -0.6805094296 | 1 | 0.1% | |
| -0.2072786096 | 1 | 0.1% | |
| -0.2959128918 | 1 | 0.1% | |
| 0.4770704071 | 1 | 0.1% | |
| -0.03771163188 | 1 | 0.1% | |
| -0.7488445496 | 1 | 0.1% | |
| -0.1164089568 | 1 | 0.1% | |
| 0.2534596313 | 1 | 0.1% | |
| -0.05203572554 | 1 | 0.1% | |
| 1.62986235 | 1 | 0.1% | |
| 1.204363495 | 1 | 0.1% | |
| 1.07787264 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.652422252 | 1 | 0.1% | |
| -2.879636809 | 1 | 0.1% | |
| -2.73399689 | 1 | 0.1% | |
| -2.656936391 | 1 | 0.1% | |
| -2.585433692 | 1 | 0.1% | |
| -2.490131708 | 1 | 0.1% | |
| -2.301334789 | 1 | 0.1% | |
| -2.277673701 | 1 | 0.1% | |
| -2.251096844 | 1 | 0.1% | |
| -2.249675547 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.087427858 | 1 | 0.1% | |
| 2.865644771 | 1 | 0.1% | |
| 2.840731187 | 1 | 0.1% | |
| 2.6991517 | 1 | 0.1% | |
| 2.622641995 | 1 | 0.1% | |
| 2.589816046 | 1 | 0.1% | |
| 2.588447755 | 1 | 0.1% | |
| 2.485456596 | 1 | 0.1% | |
| 2.252866849 | 1 | 0.1% | |
| 2.239818882 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.01463412316 |
|---|---|
| Minimum | -3.36976796 |
| Maximum | 2.937761319 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.36976796 |
|---|---|
| 5-th percentile | -1.616486099 |
| Q1 | -0.6978211257 |
| median | 0.02628105822 |
| Q3 | 0.6929978874 |
| 95-th percentile | 1.657670941 |
| Maximum | 2.937761319 |
| Range | 6.307529278 |
| Interquartile range (IQR) | 1.390819013 |
Descriptive statistics
| Standard deviation | 1.012193201 |
|---|---|
| Coefficient of variation (CV) | 69.166645 |
| Kurtosis | 0.0681608991 |
| Mean | 0.01463412316 |
| Median Absolute Deviation (MAD) | 0.6933416228 |
| Skewness | -0.09048744849 |
| Sum | 14.63412316 |
| Variance | 1.024535077 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.3401905224 | 1 | 0.1% | |
| 1.700638713 | 1 | 0.1% | |
| -1.206943675 | 1 | 0.1% | |
| -1.594013762 | 1 | 0.1% | |
| 1.866691211 | 1 | 0.1% | |
| 0.05250294825 | 1 | 0.1% | |
| -0.1546227353 | 1 | 0.1% | |
| 0.1535037715 | 1 | 0.1% | |
| -1.341353044 | 1 | 0.1% | |
| 0.8629155004 | 1 | 0.1% | |
| 1.554564063 | 1 | 0.1% | |
| -0.5324047707 | 1 | 0.1% | |
| 0.5623678205 | 1 | 0.1% | |
| -0.3352805972 | 1 | 0.1% | |
| -1.143395034 | 1 | 0.1% | |
| 0.3741103505 | 1 | 0.1% | |
| -0.01062388937 | 1 | 0.1% | |
| -0.5746046946 | 1 | 0.1% | |
| -0.691739041 | 1 | 0.1% | |
| 0.09991193213 | 1 | 0.1% | |
| 0.6360707342 | 1 | 0.1% | |
| 1.777951159 | 1 | 0.1% | |
| -0.01666543468 | 1 | 0.1% | |
| -0.09273924461 | 1 | 0.1% | |
| 0.7774873033 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.36976796 | 1 | 0.1% | |
| -3.364433018 | 1 | 0.1% | |
| -3.101934504 | 1 | 0.1% | |
| -3.077856244 | 1 | 0.1% | |
| -2.786329799 | 1 | 0.1% | |
| -2.759294319 | 1 | 0.1% | |
| -2.738319131 | 1 | 0.1% | |
| -2.635698497 | 1 | 0.1% | |
| -2.599504387 | 1 | 0.1% | |
| -2.586660972 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2.937761319 | 1 | 0.1% | |
| 2.689469168 | 1 | 0.1% | |
| 2.597207124 | 1 | 0.1% | |
| 2.561517478 | 1 | 0.1% | |
| 2.541128951 | 1 | 0.1% | |
| 2.51682097 | 1 | 0.1% | |
| 2.475569224 | 1 | 0.1% | |
| 2.417841027 | 1 | 0.1% | |
| 2.390753501 | 1 | 0.1% | |
| 2.382235021 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.04333143036 |
|---|---|
| Minimum | -3.422096018 |
| Maximum | 3.040344815 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.422096018 |
|---|---|
| 5-th percentile | -1.519868659 |
| Q1 | -0.6937072434 |
| median | 0.04531035085 |
| Q3 | 0.7115610074 |
| 95-th percentile | 1.777654052 |
| Maximum | 3.040344815 |
| Range | 6.462440832 |
| Interquartile range (IQR) | 1.405268251 |
Descriptive statistics
| Standard deviation | 1.013014076 |
|---|---|
| Coefficient of variation (CV) | 23.37827456 |
| Kurtosis | -0.1055526308 |
| Mean | 0.04333143036 |
| Median Absolute Deviation (MAD) | 0.7088979784 |
| Skewness | 0.1389222316 |
| Sum | 43.33143036 |
| Variance | 1.026197519 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1.091213435 | 1 | 0.1% | |
| -0.2773298674 | 1 | 0.1% | |
| -0.6916786034 | 1 | 0.1% | |
| -0.3362121461 | 1 | 0.1% | |
| -0.3597885003 | 1 | 0.1% | |
| 1.947950795 | 1 | 0.1% | |
| 0.345122249 | 1 | 0.1% | |
| -0.3760645363 | 1 | 0.1% | |
| 1.116027712 | 1 | 0.1% | |
| 0.2786372353 | 1 | 0.1% | |
| 0.3501370349 | 1 | 0.1% | |
| 0.6215989415 | 1 | 0.1% | |
| -0.7209522876 | 1 | 0.1% | |
| 0.1923971527 | 1 | 0.1% | |
| -0.4123928791 | 1 | 0.1% | |
| -1.72450105 | 1 | 0.1% | |
| 1.821859409 | 1 | 0.1% | |
| 0.1050724552 | 1 | 0.1% | |
| 0.6363254657 | 1 | 0.1% | |
| -0.4788383351 | 1 | 0.1% | |
| -0.9513161762 | 1 | 0.1% | |
| 1.638672865 | 1 | 0.1% | |
| -0.4489722463 | 1 | 0.1% | |
| -0.03661296458 | 1 | 0.1% | |
| -1.512082818 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.422096018 | 1 | 0.1% | |
| -2.672536075 | 1 | 0.1% | |
| -2.608072964 | 1 | 0.1% | |
| -2.595415623 | 1 | 0.1% | |
| -2.55538243 | 1 | 0.1% | |
| -2.393179555 | 1 | 0.1% | |
| -2.385105445 | 1 | 0.1% | |
| -2.285644341 | 1 | 0.1% | |
| -2.177532181 | 1 | 0.1% | |
| -2.167898277 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.040344815 | 1 | 0.1% | |
| 3.03209038 | 1 | 0.1% | |
| 2.966846877 | 1 | 0.1% | |
| 2.766002862 | 1 | 0.1% | |
| 2.742209559 | 1 | 0.1% | |
| 2.674753428 | 1 | 0.1% | |
| 2.637297441 | 1 | 0.1% | |
| 2.620306546 | 1 | 0.1% | |
| 2.612668815 | 1 | 0.1% | |
| 2.56296943 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.02921933573 |
|---|---|
| Minimum | -2.916253166 |
| Maximum | 3.007412381 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -2.916253166 |
|---|---|
| 5-th percentile | -1.638718981 |
| Q1 | -0.6614854097 |
| median | 0.01338420388 |
| Q3 | 0.7204040427 |
| 95-th percentile | 1.714613557 |
| Maximum | 3.007412381 |
| Range | 5.923665547 |
| Interquartile range (IQR) | 1.381889452 |
Descriptive statistics
| Standard deviation | 1.022499895 |
|---|---|
| Coefficient of variation (CV) | 34.99394731 |
| Kurtosis | -0.2131710765 |
| Mean | 0.02921933573 |
| Median Absolute Deviation (MAD) | 0.6920100567 |
| Skewness | 0.01064283174 |
| Sum | 29.21933573 |
| Variance | 1.045506035 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.6151476544 | 1 | 0.1% | |
| -0.3259002809 | 1 | 0.1% | |
| -0.07874921094 | 1 | 0.1% | |
| -1.528494528 | 1 | 0.1% | |
| 1.015099972 | 1 | 0.1% | |
| 0.03126664494 | 1 | 0.1% | |
| -0.3553213838 | 1 | 0.1% | |
| 0.6205489974 | 1 | 0.1% | |
| -0.2246470479 | 1 | 0.1% | |
| -0.4716348918 | 1 | 0.1% | |
| -1.998260478 | 1 | 0.1% | |
| 0.8212029129 | 1 | 0.1% | |
| 0.2211110641 | 1 | 0.1% | |
| -1.495358408 | 1 | 0.1% | |
| -1.001301635 | 1 | 0.1% | |
| -1.475022961 | 1 | 0.1% | |
| -0.3111112255 | 1 | 0.1% | |
| -1.401915772 | 1 | 0.1% | |
| 0.4047971648 | 1 | 0.1% | |
| 1.755747712 | 1 | 0.1% | |
| -0.3202221106 | 1 | 0.1% | |
| -0.2289212015 | 1 | 0.1% | |
| -0.5271702848 | 1 | 0.1% | |
| 0.3146257321 | 1 | 0.1% | |
| -1.640898934 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -2.916253166 | 1 | 0.1% | |
| -2.798893251 | 1 | 0.1% | |
| -2.575252668 | 1 | 0.1% | |
| -2.485941689 | 1 | 0.1% | |
| -2.477228013 | 1 | 0.1% | |
| -2.467314722 | 1 | 0.1% | |
| -2.454237761 | 1 | 0.1% | |
| -2.440677192 | 1 | 0.1% | |
| -2.431485685 | 1 | 0.1% | |
| -2.325713664 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.007412381 | 1 | 0.1% | |
| 2.944910036 | 1 | 0.1% | |
| 2.82124067 | 1 | 0.1% | |
| 2.76542046 | 1 | 0.1% | |
| 2.656382408 | 1 | 0.1% | |
| 2.641515413 | 1 | 0.1% | |
| 2.524178848 | 1 | 0.1% | |
| 2.454773604 | 1 | 0.1% | |
| 2.410322405 | 1 | 0.1% | |
| 2.370036404 | 1 | 0.1% |
| Distinct | 1000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -0.04619095177 |
|---|---|
| Minimum | -3.217092555 |
| Maximum | 3.615407837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 7.9 KiB |
Quantile statistics
| Minimum | -3.217092555 |
|---|---|
| 5-th percentile | -1.79018731 |
| Q1 | -0.7287546891 |
| median | -0.05705400322 |
| Q3 | 0.7075094199 |
| 95-th percentile | 1.560863712 |
| Maximum | 3.615407837 |
| Range | 6.832500391 |
| Interquartile range (IQR) | 1.436264109 |
Descriptive statistics
| Standard deviation | 1.040155683 |
|---|---|
| Coefficient of variation (CV) | -22.51860251 |
| Kurtosis | -0.08706380439 |
| Mean | -0.04619095177 |
| Median Absolute Deviation (MAD) | 0.7145136147 |
| Skewness | -0.04699486395 |
| Sum | -46.19095177 |
| Variance | 1.081923844 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -0.4398864596 | 1 | 0.1% | |
| -0.2094030357 | 1 | 0.1% | |
| 0.6326454447 | 1 | 0.1% | |
| 0.5527449852 | 1 | 0.1% | |
| 0.9645080501 | 1 | 0.1% | |
| -0.7659191574 | 1 | 0.1% | |
| -0.8402588684 | 1 | 0.1% | |
| -2.188675525 | 1 | 0.1% | |
| -0.849700193 | 1 | 0.1% | |
| -0.7071495096 | 1 | 0.1% | |
| -0.3860508115 | 1 | 0.1% | |
| 0.4919480113 | 1 | 0.1% | |
| -0.5109249462 | 1 | 0.1% | |
| -0.7449497675 | 1 | 0.1% | |
| -0.4541720253 | 1 | 0.1% | |
| 0.5458328239 | 1 | 0.1% | |
| -0.01011769497 | 1 | 0.1% | |
| 2.230298894 | 1 | 0.1% | |
| -0.4810192549 | 1 | 0.1% | |
| -0.2295577394 | 1 | 0.1% | |
| 2.547388437 | 1 | 0.1% | |
| -0.3551609475 | 1 | 0.1% | |
| 0.2010999049 | 1 | 0.1% | |
| 1.039911137 | 1 | 0.1% | |
| -0.9221476301 | 1 | 0.1% | |
| Other values (975) | 975 | 97.5% |
| Value | Count | Frequency (%) | |
| -3.217092555 | 1 | 0.1% | |
| -2.816678476 | 1 | 0.1% | |
| -2.802261864 | 1 | 0.1% | |
| -2.763804018 | 1 | 0.1% | |
| -2.744889209 | 1 | 0.1% | |
| -2.649981227 | 1 | 0.1% | |
| -2.612929104 | 1 | 0.1% | |
| -2.603573849 | 1 | 0.1% | |
| -2.598030825 | 1 | 0.1% | |
| -2.497748818 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 3.615407837 | 1 | 0.1% | |
| 3.17082506 | 1 | 0.1% | |
| 2.787503185 | 1 | 0.1% | |
| 2.719001036 | 1 | 0.1% | |
| 2.568185899 | 1 | 0.1% | |
| 2.558748383 | 1 | 0.1% | |
| 2.547388437 | 1 | 0.1% | |
| 2.517770512 | 1 | 0.1% | |
| 2.275509831 | 1 | 0.1% | |
| 2.230298894 | 1 | 0.1% |
y
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.9 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 500 | 50.0% | |
| 0 | 500 | 50.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | -1.361002 | 0.334796 | -0.077620 | -0.134654 | 1.258553 | 0.360895 | -2.158884 | -0.848922 | -0.376171 | -0.091415 | 1 |
| 1 | -1.602444 | 0.136389 | 0.251907 | -0.139986 | 0.180943 | 0.396670 | -0.322459 | 1.638673 | 1.271374 | 1.745248 | 0 |
| 2 | 0.413920 | 0.331578 | 0.533110 | 0.123360 | 0.359814 | -1.635079 | -0.980065 | 0.132783 | 0.821203 | -0.765919 | 0 |
| 3 | -0.221102 | -1.164185 | -1.447289 | 1.089133 | 1.989898 | 2.239180 | -0.393477 | 0.467341 | 1.777046 | 0.133089 | 1 |
| 4 | -0.942906 | -0.345620 | 1.913583 | -1.298526 | -0.427453 | -0.165193 | -0.396326 | -0.064126 | -1.154804 | -0.728422 | 0 |
| 5 | -0.281205 | 0.497428 | 0.468349 | -0.704690 | -0.582054 | 0.766698 | 0.509687 | -1.518205 | 1.191263 | -0.013790 | 0 |
| 6 | 0.313209 | -0.849360 | 1.380686 | -0.519457 | -2.034849 | 0.223009 | -1.600230 | 0.309194 | -0.757451 | -1.099037 | 0 |
| 7 | 0.573233 | 0.877672 | 1.411473 | -0.979042 | -0.721490 | 0.482627 | -0.685463 | 0.833349 | -0.346573 | -0.250665 | 0 |
| 8 | -1.829649 | -0.164775 | -0.372975 | 0.070525 | -0.032292 | 0.929339 | -0.973832 | 1.029568 | -1.070608 | 0.827213 | 0 |
| 9 | -0.062785 | 0.066229 | 0.547042 | -1.152761 | 1.614771 | -0.659658 | -0.696118 | -0.551913 | 0.143040 | -1.491522 | 0 |
Last rows
| X0 | X1 | X2 | X3 | X4 | X5 | X6 | X7 | X8 | X9 | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 990 | 0.679523 | 0.576365 | -1.622849 | -0.098968 | 0.768397 | -0.340085 | -0.485553 | 0.083888 | 0.448203 | 0.689520 | 0 |
| 991 | -0.848913 | -0.859441 | -0.096250 | 1.736521 | 0.980759 | 2.865645 | 0.417508 | -0.270795 | 0.551598 | -1.788275 | 1 |
| 992 | -0.975639 | 0.103020 | 0.340689 | 0.705760 | 0.482917 | 0.480487 | -1.068904 | 2.374021 | 0.197429 | -0.905780 | 0 |
| 993 | -0.226137 | -1.062637 | 0.553302 | -0.707818 | -0.333336 | -0.030777 | 0.813517 | -0.690629 | 0.091834 | -0.702589 | 1 |
| 994 | 0.084626 | 0.323356 | -0.677585 | 0.580402 | 0.772398 | 0.668447 | -0.211554 | 0.131978 | -1.092915 | -1.757840 | 1 |
| 995 | 0.691104 | -0.649220 | 0.137470 | 0.236567 | -2.410548 | 0.795936 | -0.823919 | -0.212061 | 1.138432 | -0.407294 | 1 |
| 996 | 0.596275 | 0.825322 | -0.719559 | 0.230850 | -0.445371 | 0.170039 | -0.521268 | -0.576977 | -1.342170 | 1.441255 | 1 |
| 997 | -0.824296 | 1.372325 | -1.620899 | 1.126713 | 0.871606 | 0.886998 | -0.397643 | 2.478293 | 1.538960 | 1.081934 | 0 |
| 998 | -2.030684 | 0.971469 | 0.925890 | 0.003811 | 0.220001 | 1.035130 | 0.649973 | -0.737060 | -0.094476 | -0.999950 | 1 |
| 999 | -1.238266 | 1.136169 | 0.064075 | 1.919790 | -0.382615 | -0.841142 | 0.845767 | -0.379237 | 1.703537 | 0.710679 | 0 |